Data Reconstruction Attack on ImageNet
13.49PSNRAWA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AWANumber of images (N)=8, Epochs (E)=8, Mini-batches (B)=42023.08 | 13.49 | 64.2 | 0.573 | |
| AWANumber of images (N)=8, Epochs (E)=16, Mini-batches (B)=42023.08 | 12.42 | 56.1 | 0.611 | |
| AWANumber of images (N)=16, Epochs (E)=16, Mini-batches (B)=42023.08 | 12.33 | 59.7 | 0.642 | |
| AWANumber of images (N)=32, Epochs (E)=8, Mini-batches (B)=42023.08 | 12.21 | 57.8 | 0.636 | |
| AWANumber of images (N)=16, Epochs (E)=8, Mini-batches (B)=42023.08 | 12.13 | 56.9 | 0.646 | |
| AWANumber of images (N)=32, Epochs (E)=16, Mini-batches (B)=42023.08 | 12.04 | 54.8 | 0.647 | |
| AWANumber of images (N)=64, Epochs (E)=32, Mini-batches (B)=42023.08 | 11.87 | 55.5 | 0.68 | |
| AWANumber of images (N)=128, Epochs (E)=32, Mini-batches (B)=42023.08 | 11.67 | 53.5 | 0.676 | |
| AGICNumber of images (N)=8, Epochs (E)=8, Mini-batches (B)=42023.08 | 11.13 | 51 | 0.659 | |
| GENGNumber of images (N)=16, Epochs (E)=8, Mini-batches (B)=42023.08 | 11.08 | 36.8 | 0.7 | |
| AWANumber of images (N)=64, Epochs (E)=32, Mini-batches (B)=82023.08 | 10.95 | 45.1 | 0.694 | |
| AGICNumber of images (N)=16, Epochs (E)=8, Mini-batches (B)=42023.08 | 10.82 | 36.2 | 0.687 | |
| AWANumber of images (N)=128, Epochs (E)=32, Mini-batches (B)=82023.08 | 10.57 | 42.3 | 0.702 | |
| AGICNumber of images (N)=8, Epochs (E)=16, Mini-batches (B)=42023.08 | 10.47 | 36.2 | 0.703 | |
| AGICNumber of images (N)=16, Epochs (E)=16, Mini-batches (B)=42023.08 | 10.45 | 31.8 | 0.707 | |
| GENGNumber of images (N)=8, Epochs (E)=8, Mini-batches (B)=42023.08 | 10.31 | 41.4 | 0.69 | |
| GENGNumber of images (N)=16, Epochs (E)=16, Mini-batches (B)=42023.08 | 10.31 | 31.1 | 0.702 | |
| AGICNumber of images (N)=32, Epochs (E)=8, Mini-batches (B)=42023.08 | 10.16 | 31.1 | 0.717 | |
| GENGNumber of images (N)=8, Epochs (E)=16, Mini-batches (B)=42023.08 | 10.07 | 34.5 | 0.723 | |
| AGICNumber of images (N)=32, Epochs (E)=16, Mini-batches (B)=42023.08 | 9.93 | 24.3 | 0.747 | |
| GENGNumber of images (N)=32, Epochs (E)=8, Mini-batches (B)=42023.08 | 9.65 | 23.7 | 0.732 | |
| GENGNumber of images (N)=32, Epochs (E)=16, Mini-batches (B)=42023.08 | 9.53 | 22 | 0.744 | |
| iDLGNumber of images (N)=32, Epochs (E)=16, Mini-batches (B)=42023.08 | 9.27 | 3 | 1.046 | |
| iDLGNumber of images (N)=32, Epochs (E)=8, Mini-batches (B)=42023.08 | 9.26 | 3 | 1.084 | |
| iDLGNumber of images (N)=16, Epochs (E)=16, Mini-batches (B)=42023.08 | 9.21 | 3.9 | 0.997 | |
| iDLGNumber of images (N)=16, Epochs (E)=8, Mini-batches (B)=42023.08 | 9.2 | 3.8 | 0.992 | |
| GENGNumber of images (N)=64, Epochs (E)=32, Mini-batches (B)=42023.08 | 9.14 | 2.3 | 0.804 | |
| GENGNumber of images (N)=64, Epochs (E)=32, Mini-batches (B)=82023.08 | 9.14 | 2.3 | 0.822 | |
| GENGNumber of images (N)=128, Epochs (E)=32, Mini-batches (B)=42023.08 | 9.06 | 2.8 | 0.804 | |
| GENGNumber of images (N)=128, Epochs (E)=32, Mini-batches (B)=82023.08 | 9.06 | 2.8 | 0.816 | |
| iDLGNumber of images (N)=8, Epochs (E)=8, Mini-batches (B)=42023.08 | 8.57 | 1.9 | 0.992 | |
| iDLGNumber of images (N)=8, Epochs (E)=16, Mini-batches (B)=42023.08 | 8.57 | 1.8 | 0.993 |